From c876da0dca5a79a30c40105202bb9f83e66fb23f Mon Sep 17 00:00:00 2001 From: LinasKo Date: Thu, 24 Oct 2024 15:29:58 -0500 Subject: [PATCH] Fix yolov5 instance segmentation * Add model deployment * Update wording around training, deployment * Remove manual weights configuration, use default yolov5s instead. --- ...instance-segmentation-on-custom-data.ipynb | 5333 +++++++---------- 1 file changed, 2009 insertions(+), 3324 deletions(-) diff --git a/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb b/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb index fbb80b9..85ae8a9 100644 --- a/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb +++ b/notebooks/train-yolov5-instance-segmentation-on-custom-data.ipynb @@ -6,9 +6,11 @@ "id": "LGZMO4TGtpoC" }, "source": [ + "[![Roboflow Notebooks](https://media.roboflow.com/notebooks/template/bannertest2-2.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672932710194)](https://github.com/roboflow/notebooks)\n", + "\n", "# YOLOv5 Instance Segmentation Tutorial\n", "\n", - "YOLOv5 supports instance segmentation tasks too. This is the official YOLOv5 instance segmentation notebook tutorial. YOLOv5 is maintained by [Ultralytics](https://github.com/ultralytics/yolov5).\n", + "YOLOv5 is a popular version of the YOLO (You Only Look Once) object detection and image segmentation model, released on November 22, 2022 by Ultralytics. The YOLOv5 model is designed to be fast, accurate, and easy to use, making it an excellent choice for a wide range of object detection and image segmentation tasks. It can be trained on large datasets and is capable of running on a variety of hardware platforms, from CPUs to GPUs.\n", "\n", "This notebook covers:\n", "\n", @@ -22,276 +24,129 @@ }, { "cell_type": "markdown", - "metadata": { - "id": "FOrS8kLhtpoE" - }, "source": [ - "# 0. Setup\n", - "Pull in respective libraries to prepare the notebook environment" - ] + "## Before you start\n", + "\n", + "Let's make sure that we have access to GPU. We can use `nvidia-smi` command to do that. In case of any problems navigate to `Edit` -> `Notebook settings` -> `Hardware accelerator`, set it to `GPU`, and then click `Save`." + ], + "metadata": { + "id": "AvzRIqhJ8_7j" + } }, { "cell_type": "code", - "execution_count": 1, + "source": [ + "!nvidia-smi" + ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, - "id": "jq6uiLRANuZR", - "outputId": "48c320bb-271e-4be6-e0c2-3faaf4f72ea3" + "id": "38fLBAaW8_lR", + "outputId": "b0aacbbd-0ab2-4f8f-cea3-7aea0d86fac9" }, + "execution_count": 2, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ - "/content\n" + "Thu Oct 24 19:15:02 2024 \n", + "+---------------------------------------------------------------------------------------+\n", + "| NVIDIA-SMI 535.104.05 Driver Version: 535.104.05 CUDA Version: 12.2 |\n", + "|-----------------------------------------+----------------------+----------------------+\n", + "| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC |\n", + "| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. |\n", + "| | | MIG M. |\n", + "|=========================================+======================+======================|\n", + "| 0 NVIDIA A100-SXM4-40GB Off | 00000000:00:04.0 Off | 0 |\n", + "| N/A 32C P0 46W / 400W | 2MiB / 40960MiB | 0% Default |\n", + "| | | Disabled |\n", + "+-----------------------------------------+----------------------+----------------------+\n", + " \n", + "+---------------------------------------------------------------------------------------+\n", + "| Processes: |\n", + "| GPU GI CI PID Type Process name GPU Memory |\n", + "| ID ID Usage |\n", + "|=======================================================================================|\n", + "| No running processes found |\n", + "+---------------------------------------------------------------------------------------+\n" ] } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# Install YOLOv5" ], + "metadata": { + "id": "3s53ccy89HgK" + } + }, + { + "cell_type": "code", "source": [ "# save the working directory path for later use\n", - "\n", "import os\n", "HOME = os.getcwd()\n", "print(HOME)" - ] + ], + "metadata": { + "id": "cBvVdKX89e2S" + }, + "execution_count": null, + "outputs": [] }, { "cell_type": "code", - "execution_count": 2, + "source": [ + "# clone YOLOv5 repository\n", + "%cd /content\n", + "!git clone https://github.com/ultralytics/yolov5" + ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, - "id": "OS4FLRHuwmjN", - "outputId": "07c382a3-19ed-48d4-e31b-bc09074f714c" + "id": "0cn5mw4X9ENK", + "outputId": "977babff-3efa-4ae9-926c-4ee374c29fd9" }, + "execution_count": 3, "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "YOLOv5 🚀 v7.0-13-gb412696 Python-3.8.15 torch-1.12.1+cu113 CUDA:0 (Tesla T4, 15110MiB)\n" - ] - }, { "output_type": "stream", "name": "stdout", "text": [ - "Setup complete ✅ (2 CPUs, 12.7 GB RAM, 22.7/166.8 GB disk)\n" + "/content\n", + "Cloning into 'yolov5'...\n", + "remote: Enumerating objects: 17022, done.\u001b[K\n", + "remote: Total 17022 (delta 0), reused 0 (delta 0), pack-reused 17022 (from 1)\u001b[K\n", + "Receiving objects: 100% (17022/17022), 15.61 MiB | 29.28 MiB/s, done.\n", + "Resolving deltas: 100% (11690/11690), done.\n" ] } - ], - "source": [ - "# clone project repository and install dependencies\n", - "\n", - "!git clone https://github.com/ultralytics/yolov5.git # clone\n", - "%cd {HOME}/yolov5\n", - "%pip install -r requirements.txt # install\n", - "\n", - "import torch\n", - "import utils\n", - "display = utils.notebook_init() # checks" ] }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 351, - "referenced_widgets": [ - "10d07f5dabf14a9991e3e49170fbde0a", - "98cd63f022d74efba2a8f6bcd72243c8", - "e70b212dd6a9471a8dabf23bb5f4e233", - "b0516e05f0064e8e84148208eca159ae", - "9999a69afeb54af08a1d01095e0b0fb5", - "c07018bd1a1f4aa59ada73f10a898a36", - "e4018da63e4c4c43a8d2dddbaefb32dc", - "7e3fec6b1c6044319e2ba04601508305", - "619231d2e8b74e6e8ec312c2a81f27e9", - "7573e2b0939c49a9a1322e49b37a5327", - "c42a803dd3e8437db5f3f569d29de75b", - "75992a102abf4923a9fca346d3b595ed", - "53375459522b4a84933f0635fb5f37ff", - "b8bccf925c9b4bb8bbd14de7a1bf9b3c", - "e196473d96e64382a8833616b8efbf94", - "a571de8046a44c80bb404e78aebef18f", - "b031955367b444069419cd9935917de8", - "702668c18569441b8b58b2f372aee2bc", - "7442dfb015fd4fb58aeaa4ec5253fde0", - "6c1f41d3199743b18d91950777bdcb3f", - "c4b217d1bf174844a5b2635b9e27d451", - "62aa270cd33f4a23ba286194a08ce058", - "04465b6bb4094f27b4b8b02939b0525b", - "ed3649aed0db4215b93167305c4415aa", - "8d37985bcaae4dbe883e04a08b10dba1", - "288371c279984f3ca3da1f6faedb5759", - "4f685d9a22c8497b89215c3cb76b022b", - "6abd641cfffe4b5f9ce282aedf002275", - "9bfb19becf1c4c21b706a0b3090a745e", - "8d95139848ed41cc83f5a1bd8d5c1699", - "f478fdecbde6486486117df31ec64030", - "ef917512acea4bed835df94e695b6169", - "3c76ed721e4b4a1c89c9ac6d3aab1ad5", - "e32308b669834bca89846abc7a96b714", - "f71668b8d74340cdb606e136da84d6b5", - "f1a18f82e7ff40388558f0be0970ca7d", - "06d2c07c23614320a5cb67e3ebe87cb3", - "eb853050f5f74c57b9bf8e1138fadc36", - "924e8f677ec34b84a28121e9d3d3e374", - "2fc330dd3c7f4295b69d04f388279559", - "c5ad7971085f4ce5a7896c7b9fc148d1", - "cfc734982793467e8c273f4be2a82f92", - "b1d4ad44c88647bb8ad351dcf4903e34", - "30e9cf9e3b6a4b84a35c52d7b10a14a9", - "f955de9788474d0bb4d2906c24810a58", - "ffe20372db01446bbdd9d56ba6df9961", - "b47cba8edfda490ca43cd6055f54c876", - "1647655d03fc402792c1cf5c25c08c93", - "7fd89ee65a2840739c9593a0b87c0306", - "b5487938a4714c1386578b7f5d96e102", - "fb4c3283175b4e52b15ce9fd382a6d85", - "9538075b2d5d4b7ba0cae210725d4525", - "4b2dc714c37644a4885c9dfeed0300e9", - "da8bc2d58eb54517b3ded682955a1757", - "a51711406cf643cd9e1d49f89f81fcdc" - ] - }, - "id": "Du_johz9NuZS", - "outputId": "ba95e6f4-4f2d-48ef-9b77-3b8e5d18345f" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "Downloading https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5n-seg.pt to /content/yolov5/weights/yolov5n-seg.pt...\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - " 0%| | 0.00/4.11M [00:00" ] @@ -353,15 +208,15 @@ "width": 600 } }, - "execution_count": 4 + "execution_count": 8 } ], "source": [ "# infer using segment/predict.py\n", "\n", "%cd {HOME}/yolov5\n", - "!python segment/predict.py --weights weights/yolov5s-seg.pt --source data/images/bus.jpg --name test-inference\n", - "display.Image(filename=f\"{HOME}/yolov5/runs/predict-seg/test-inference/bus.jpg\", width=600)" + "!python segment/predict.py --weights yolov5s-seg.pt --source data/images/bus.jpg --name test-inference\n", + "Image(filename=f\"{HOME}/yolov5/runs/predict-seg/test-inference/bus.jpg\", width=600)" ] }, { @@ -375,31 +230,40 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 9, "metadata": { - "id": "mLJ9V67px8AO" + "id": "mLJ9V67px8AO", + "outputId": "7665bb31-78f2-4f33-fd1f-bb51884cfce0", + "colab": { + "base_uri": "https://localhost:8080/" + } }, - "outputs": [], + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " % Total % Received % Xferd Average Speed Time Time Time Current\n", + " Dload Upload Total Spent Left Speed\n", + "\r 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\r100 101k 100 101k 0 0 584k 0 --:--:-- --:--:-- --:--:-- 585k\n" + ] + } + ], "source": [ - "#Download example image\n", - "import requests\n", - "image_url = \"https://i.imgur.com/EbOBS5l.jpg\"\n", - "response = requests.get(image_url)\n", - "response.raise_for_status()\n", - "with open(f\"{HOME}/yolov5/data/images/zebra.jpg\", \"wb\") as handler:\n", - " handler.write(response.content)" + "PATH_TO_IMAGE = f\"{HOME}/zebra.jpg\"\n", + "!curl https://i.imgur.com/EbOBS5l.jpg -o {PATH_TO_IMAGE}" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/", - "height": 592 + "height": 596 }, "id": "QwheIrVZ0mAl", - "outputId": "d79aa128-7375-420c-d156-bbed0c6f2151" + "outputId": "821cc729-c1b7-4db2-9b5d-f89d4937a28b" }, "outputs": [ { @@ -407,20 +271,20 @@ "name": "stdout", "text": [ "/content/yolov5\n", - "\u001b[34m\u001b[1msegment/predict: \u001b[0mweights=['weights/yolov5s-seg.pt'], source=data/images/zebra.jpg, data=data/coco128.yaml, imgsz=[640, 640], conf_thres=0.25, iou_thres=0.45, max_det=1000, device=, view_img=False, save_txt=False, save_conf=False, save_crop=False, nosave=False, classes=None, agnostic_nms=False, augment=False, visualize=False, update=False, project=runs/predict-seg, name=coco, exist_ok=False, line_thickness=3, hide_labels=False, hide_conf=False, half=False, dnn=False, vid_stride=1, retina_masks=False\n", - "YOLOv5 🚀 v7.0-13-gb412696 Python-3.8.15 torch-1.12.1+cu113 CUDA:0 (Tesla T4, 15110MiB)\n", + "\u001b[34m\u001b[1msegment/predict: \u001b[0mweights=['yolov5s-seg.pt'], source=/content/zebra.jpg, data=data/coco128.yaml, imgsz=[640, 640], conf_thres=0.25, iou_thres=0.45, max_det=1000, device=, view_img=False, save_txt=False, save_conf=False, save_crop=False, nosave=False, classes=None, agnostic_nms=False, augment=False, visualize=False, update=False, project=runs/predict-seg, name=coco, exist_ok=False, line_thickness=3, hide_labels=False, hide_conf=False, half=False, dnn=False, vid_stride=1, retina_masks=False\n", + "YOLOv5 🚀 v7.0-378-g2f74455a Python-3.10.12 torch-2.5.0+cu121 CUDA:0 (NVIDIA A100-SXM4-40GB, 40514MiB)\n", "\n", "Fusing layers... \n", "YOLOv5s-seg summary: 224 layers, 7611485 parameters, 0 gradients, 26.4 GFLOPs\n", - "image 1/1 /content/yolov5/data/images/zebra.jpg: 448x640 1 zebra, 14.6ms\n", - "Speed: 0.5ms pre-process, 14.6ms inference, 1.5ms NMS per image at shape (1, 3, 640, 640)\n", + "image 1/1 /content/zebra.jpg: 448x640 1 zebra, 40.5ms\n", + "Speed: 0.5ms pre-process, 40.5ms inference, 517.5ms NMS per image at shape (1, 3, 640, 640)\n", "Results saved to \u001b[1mruns/predict-seg/coco\u001b[0m\n" ] }, { "output_type": "execute_result", "data": { - "image/jpeg": 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\n", 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\n", "text/plain": [ "" ] @@ -430,1000 +294,1094 @@ "width": 600 } }, - "execution_count": 6 + "execution_count": 19 } ], "source": [ "#Infer using segment/predict.py\n", - "%cd {HOME}/yolov5 \n", - "!python segment/predict.py --weights weights/yolov5s-seg.pt --source data/images/zebra.jpg --name coco\n", - "display.Image(filename=f\"{HOME}/yolov5/runs/predict-seg/coco/zebra.jpg\", width=600)" + "%cd {HOME}/yolov5\n", + "!python segment/predict.py --weights yolov5s-seg.pt --source {PATH_TO_IMAGE} --name coco\n", + "Image(filename=f\"{HOME}/yolov5/runs/predict-seg/coco/zebra.jpg\", width=600)" ] }, { "cell_type": "markdown", - "metadata": { - "id": "JYgLUWYdtpoH" - }, "source": [ - "## 3. (Optional) Validate\n", + "## Roboflow Universe\n", "\n", - "Use the `segment/val.py` script to run validation for the model. This will show us the model's performance.\n", + "Need data for your project? Before spending time on annotating, check out Roboflow Universe, a repository of more than 200,000 open-source datasets that you can use in your projects. You'll find datasets containing everything from annotated cracks in concrete to plant images with disease annotations.\n", "\n", - "First, we need to download COCO-128." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 49, - "referenced_widgets": [ - "5b3140d9d3404ccda7f101027f8aed7b", - "cb5d5ff2742d44cc84d23c94432f3e50", - "e913ef94646442e9b51717a1f5ba1da7", - "0ae8a38c04ae466cbaea5b3419dcc6f8", - "d5f9932399b84a229b40ca030aa12852", - "7159a0665d7d40dd9edf8afb1d15bdb2", - "15191f4aecb043f692baffe88b5e4fb1", - "524a0a2883574902b66800eab0e64e11", - "009934aed23440028f204e660387ba9a", - "2bfa5dce91bc4820aedb20241e394bfe", - "157bc244ee834b83a25e1dbbda51bb41" - ] - }, - "id": "ykGYRklD_Bqn", - "outputId": "1bbb50e5-f1fc-4415-8aea-526e8ac4ef85" - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - " 0%| | 0.00/6.79M [00:00\n", + " \n", + "\n", "\n", - "![](https://robflow-public-assets.s3.amazonaws.com/how-to-train-yolov5-segmentation-annotation.gif)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "I0BH738HtpoI" - }, - "source": [ - "### Load Custom Dataset\n", + "### Step 2: Uploading images\n", "\n", - "Next, we'll export our dataset into the right directory structure for training YOLOv5 segmentation to load into this notebook. Select the `Export` button at the top of the version page, `YOLO v5 Pytorch` type, and `show download code`.\n", + "Next, add the data to your newly created project. You can do it via API or through our [web interface](https://docs.roboflow.com/adding-data/object-detection).\n", "\n", - "This ensures all our directories are in the right format with the needed data.yaml file:\n", + "If you drag and drop a directory with a dataset in a supported format, the Roboflow dashboard will automatically read the images and annotations together.\n", "\n", - "```\n", - "dataset\n", - "├── train\n", - "│   ├── images\n", - "│   │   ├── IMG_123.jpg\n", - "│   └── labels\n", - "│   ├── IMG_123.txt\n", - "├── valid\n", - "│   ├── images\n", - "│   │   ├── IMG_456.jpg\n", - "│   └── labels\n", - "│   ├── IMG_456.txt\n", - "├── test\n", - "│   ├── images\n", - "│   │   ├── IMG_789.jpg\n", - "│   └── labels\n", - "│   ├── IMG_789.txt\n", - "├── data.yaml\n", - "├── README.roboflow.txt\n", - "```\n", + "
\n", + " \n", + "
\n", "\n", - "![](https://robflow-public-assets.s3.amazonaws.com/how-to-train-yolov5-segmentation-format.gif)\n", + "### Step 3: Labeling\n", "\n", + "If you only have images, you can label them in [Roboflow Annotate](https://docs.roboflow.com/annotate).\n", "\n", - "Copy and paste that snippet into the cell below." - ] + "
\n", + " \n", + "
\n", + "\n", + "### Step 4: Generate new dataset version\n", + "\n", + "Now that we have our images and annotations added, we can Generate a Dataset Version. When Generating a Version, you may elect to add preprocessing and augmentations. This step is completely optional, however, it can allow you to significantly improve the robustness of your model.\n", + "\n", + "
\n", + " \n", + "
\n", + "\n", + "### Step 5: Exporting dataset\n", + "\n", + "Once the dataset version is generated, we have a hosted dataset we can load directly into our notebook for easy training. Click `Export` and select the `YOLO v5 PyTorch` dataset format.\n", + "\n", + "
\n", + " \n", + "
\n" + ], + "metadata": { + "id": "QVS-reGJ_Xf0" + } }, { - "cell_type": "code", - "execution_count": 9, + "cell_type": "markdown", + "source": [ + "## Step 6: Download a Dataset\n", + "\n", + "Run the code below to authenticate with Roboflow and download the dataset. Follow the link to generate an authentication token.\n", + "\n", + "Alternatively, provide an API key like so: `rf = Roboflow(api_key=...)`" + ], "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "wtqZdTl4GG8N", - "outputId": "d4bfbb63-d9f9-4950-b5ae-cdea7592dbed" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "/content/yolov5\n", - "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", - "Collecting roboflow\n", - " Downloading roboflow-0.2.20-py3-none-any.whl (41 kB)\n", - "\u001b[K |████████████████████████████████| 41 kB 614 kB/s \n", - "\u001b[?25hRequirement already satisfied: six in /usr/local/lib/python3.8/dist-packages (from roboflow) (1.15.0)\n", - "Collecting certifi==2021.5.30\n", - " Downloading certifi-2021.5.30-py2.py3-none-any.whl (145 kB)\n", - "\u001b[K |████████████████████████████████| 145 kB 8.4 MB/s \n", - "\u001b[?25hCollecting chardet==4.0.0\n", - 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" Found existing installation: urllib3 1.24.3\n", - " Uninstalling urllib3-1.24.3:\n", - " Successfully uninstalled urllib3-1.24.3\n", - " Attempting uninstall: certifi\n", - " Found existing installation: certifi 2022.9.24\n", - " Uninstalling certifi-2022.9.24:\n", - " Successfully uninstalled certifi-2022.9.24\n", - " Attempting uninstall: requests\n", - " Found existing installation: requests 2.23.0\n", - " Uninstalling requests-2.23.0:\n", - " Successfully uninstalled requests-2.23.0\n", - " Attempting uninstall: pyparsing\n", - " Found existing installation: pyparsing 3.0.9\n", - " Uninstalling pyparsing-3.0.9:\n", - " Successfully uninstalled pyparsing-3.0.9\n", - " Attempting uninstall: cycler\n", - " Found existing installation: cycler 0.11.0\n", - " Uninstalling cycler-0.11.0:\n", - " Successfully uninstalled cycler-0.11.0\n", - " Attempting uninstall: chardet\n", - " Found existing installation: chardet 3.0.4\n", - " Uninstalling chardet-3.0.4:\n", - " Successfully uninstalled chardet-3.0.4\n", - "Successfully installed certifi-2021.5.30 chardet-4.0.0 cycler-0.10.0 pyparsing-2.4.7 python-dotenv-0.21.0 requests-2.28.1 requests-toolbelt-0.10.1 roboflow-0.2.20 urllib3-1.26.6 wget-3.2\n" - ] - }, - { - "output_type": "display_data", - "data": { - "application/vnd.colab-display-data+json": { - "pip_warning": { - "packages": [ - "certifi", - "chardet", - "cycler", - "pyparsing", - "requests", - "urllib3" - ] - } - } - }, - "metadata": {} - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "loading Roboflow workspace...\n", - "loading Roboflow project...\n", - "Downloading Dataset Version Zip in ASL-Poly-Instance-Seg-24 to yolov5pytorch: 100% [78632467 / 78632467] bytes\n" - ] - }, - { - "output_type": "stream", - "name": "stderr", - "text": [ - "Extracting Dataset Version Zip to ASL-Poly-Instance-Seg-24 in yolov5pytorch:: 100%|██████████| 3349/3349 [00:01<00:00, 2285.94it/s]\n" - ] - } - ], - "source": [ - "%cd {HOME}/yolov5 \n", - "!pip install roboflow\n", - "\n", - "from roboflow import Roboflow\n", - "# rf = Roboflow(api_key=\"YOUR API KEY\")\n", - "rf = Roboflow(api_key=\"QL7VElr3am2bTh7OR53z\")\n", - "project = rf.workspace(\"paul-guerrie-tang1\").project(\"asl-poly-instance-seg\")\n", - "dataset = project.version(24).download(\"yolov5\")" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "h01vv29pNuZU", - "outputId": "0aaf813e-bba4-49db-8629-f5cc18fb99a9" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "names:\n", - "- A\n", - "- B\n", - "- C\n", - "- D\n", - "- E\n", - "- F\n", - "- G\n", - "- H\n", - "- I\n", - "- J\n", - "- K\n", - "- L\n", - "- M\n", - "- N\n", - "- O\n", - "- P\n", - "- Q\n", - "- R\n", - "- S\n", - "- T\n", - "- U\n", - "- V\n", - "- W\n", - "- X\n", - "- Y\n", - "- Z\n", - "nc: 26\n", - "train: ASL-Poly-Instance-Seg-24/train/images\n", - "val: ASL-Poly-Instance-Seg-24/valid/images\n" - ] - } - ], - "source": [ - "%cat {dataset.location}/data.yaml" - ] + "id": "T5jfUHby_0Bu" + } }, { "cell_type": "markdown", - "metadata": { - "id": "zZwzVuLTtpoI" - }, - "source": [ - "### Train On Custom Data 🎉\n", - "Here, we use the `dataset.location` attribute to pass our dataset to the `--data` parameter.\n", - "\n", - "Note: we're training for 100 epochs here. We're also starting training from the pretrained weights. Larger datasets will likely benefit from longer training. " - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 - }, - "id": "LSBVTWnAMU0k", - "outputId": "7fa6a780-d7cc-4cdc-b9fa-c3bc39e5f87a" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "/content/yolov5\n", - "\u001b[34m\u001b[1msegment/train: \u001b[0mweights=yolov5s-seg.pt, cfg=, data=/content/yolov5/ASL-Poly-Instance-Seg-24/data.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=100, batch_size=128, imgsz=320, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train-seg, name=custom-dataset, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, mask_ratio=4, no_overlap=False\n", - "\u001b[34m\u001b[1mgithub: \u001b[0mup to date with https://github.com/ultralytics/yolov5 ✅\n", - "YOLOv5 🚀 v7.0-13-gb412696 Python-3.8.15 torch-1.12.1+cu113 CUDA:0 (Tesla T4, 15110MiB)\n", - "\n", - "\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0\n", - "\u001b[34m\u001b[1mTensorBoard: \u001b[0mStart with 'tensorboard --logdir runs/train-seg', view at http://localhost:6006/\n", - "Overriding model.yaml nc=80 with nc=26\n", - "\n", - " from n params module arguments \n", - " 0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2] \n", - " 1 -1 1 18560 models.common.Conv [32, 64, 3, 2] \n", - " 2 -1 1 18816 models.common.C3 [64, 64, 1] \n", - " 3 -1 1 73984 models.common.Conv [64, 128, 3, 2] \n", - " 4 -1 2 115712 models.common.C3 [128, 128, 2] \n", - " 5 -1 1 295424 models.common.Conv [128, 256, 3, 2] \n", - " 6 -1 3 625152 models.common.C3 [256, 256, 3] \n", - " 7 -1 1 1180672 models.common.Conv [256, 512, 3, 2] \n", - " 8 -1 1 1182720 models.common.C3 [512, 512, 1] \n", - " 9 -1 1 656896 models.common.SPPF [512, 512, 5] \n", - " 10 -1 1 131584 models.common.Conv [512, 256, 1, 1] \n", - " 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] \n", - " 12 [-1, 6] 1 0 models.common.Concat [1] \n", - " 13 -1 1 361984 models.common.C3 [512, 256, 1, False] \n", - " 14 -1 1 33024 models.common.Conv [256, 128, 1, 1] \n", - " 15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] \n", - " 16 [-1, 4] 1 0 models.common.Concat [1] \n", - " 17 -1 1 90880 models.common.C3 [256, 128, 1, False] \n", - " 18 -1 1 147712 models.common.Conv [128, 128, 3, 2] \n", - " 19 [-1, 14] 1 0 models.common.Concat [1] \n", - " 20 -1 1 296448 models.common.C3 [256, 256, 1, False] \n", - " 21 -1 1 590336 models.common.Conv [256, 256, 3, 2] \n", - " 22 [-1, 10] 1 0 models.common.Concat [1] \n", - " 23 -1 1 1182720 models.common.C3 [512, 512, 1, False] \n", - " 24 [17, 20, 23] 1 469495 models.yolo.Segment [26, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], 32, 128, [128, 256, 512]]\n", - "Model summary: 225 layers, 7475639 parameters, 7475639 gradients, 26.1 GFLOPs\n", - "\n", - "Transferred 361/367 items from yolov5s-seg.pt\n", - "\u001b[34m\u001b[1mAMP: \u001b[0mchecks passed ✅\n", - "\u001b[34m\u001b[1moptimizer:\u001b[0m SGD(lr=0.01) with parameter groups 60 weight(decay=0.0), 63 weight(decay=0.001), 63 bias\n", - "\u001b[34m\u001b[1malbumentations: \u001b[0mBlur(p=0.01, blur_limit=(3, 7)), MedianBlur(p=0.01, blur_limit=(3, 7)), ToGray(p=0.01), CLAHE(p=0.01, clip_limit=(1, 4.0), tile_grid_size=(8, 8))\n", - "\u001b[34m\u001b[1mtrain: \u001b[0mScanning /content/yolov5/ASL-Poly-Instance-Seg-24/train/labels... 1167 images, 0 backgrounds, 0 corrupt: 100% 1167/1167 [00:00<00:00, 1409.49it/s]\n", - "\u001b[34m\u001b[1mtrain: \u001b[0mNew cache created: /content/yolov5/ASL-Poly-Instance-Seg-24/train/labels.cache\n", - "\u001b[34m\u001b[1mval: \u001b[0mScanning /content/yolov5/ASL-Poly-Instance-Seg-24/valid/labels... 334 images, 0 backgrounds, 0 corrupt: 100% 334/334 [00:00<00:00, 655.66it/s]\n", - "\u001b[34m\u001b[1mval: \u001b[0mNew cache created: /content/yolov5/ASL-Poly-Instance-Seg-24/valid/labels.cache\n", - "\n", - "\u001b[34m\u001b[1mAutoAnchor: \u001b[0m4.74 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅\n", - "Plotting labels to runs/train-seg/custom-dataset/labels.jpg... \n", - "Image sizes 320 train, 320 val\n", - "Using 2 dataloader workers\n", - "Logging results to \u001b[1mruns/train-seg/custom-dataset\u001b[0m\n", - "Starting training for 100 epochs...\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 0/99 8.31G 0.1276 0.1517 0.01408 0.09621 36 320: 100% 10/10 [00:29<00:00, 2.99s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.09s/it]\n", - " all 334 334 0.00617 0.0543 0.00516 0.00109 0.851 0.0035 0.00358 0.00138\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 1/99 11.3G 0.1075 0.06286 0.01881 0.091 47 320: 100% 10/10 [00:23<00:00, 2.36s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.30s/it]\n", - " all 334 334 0.00288 0.77 0.00979 0.00285 0.00325 0.868 0.013 0.00628\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 2/99 11.3G 0.07359 0.0307 0.02308 0.08533 34 320: 100% 10/10 [00:23<00:00, 2.32s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:09<00:00, 4.90s/it]\n", - " all 334 334 0.011 0.559 0.0354 0.0106 0.0608 0.367 0.0444 0.0288\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 3/99 11.3G 0.06035 0.02599 0.02227 0.08285 39 320: 100% 10/10 [00:21<00:00, 2.18s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:09<00:00, 4.83s/it]\n", - " all 334 334 0.357 0.0759 0.0426 0.0148 0.358 0.0911 0.0483 0.0282\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 4/99 11.3G 0.05525 0.02386 0.02077 0.08223 38 320: 100% 10/10 [00:21<00:00, 2.17s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:09<00:00, 4.75s/it]\n", - " all 334 334 0.0807 0.304 0.0552 0.0206 0.288 0.103 0.0644 0.0413\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 5/99 11.3G 0.05278 0.02328 0.01947 0.08138 41 320: 100% 10/10 [00:23<00:00, 2.35s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:10<00:00, 5.36s/it]\n", - " all 334 334 0.244 0.155 0.0648 0.0303 0.244 0.155 0.0684 0.0497\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 6/99 11.3G 0.05206 0.02208 0.01742 0.0809 27 320: 100% 10/10 [00:22<00:00, 2.23s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:09<00:00, 4.54s/it]\n", - " all 334 334 0.278 0.0987 0.0796 0.0379 0.278 0.0987 0.0802 0.0608\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 7/99 11.3G 0.04983 0.02262 0.01631 0.08052 28 320: 100% 10/10 [00:22<00:00, 2.25s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:09<00:00, 4.57s/it]\n", - " all 334 334 0.222 0.059 0.0779 0.0452 0.222 0.059 0.0779 0.0622\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 8/99 11.3G 0.04936 0.02155 0.01531 0.08036 31 320: 100% 10/10 [00:21<00:00, 2.18s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.35s/it]\n", - " all 334 334 0.0459 0.246 0.0721 0.0422 0.0459 0.246 0.0732 0.0612\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 9/99 11.3G 0.04535 0.0224 0.0149 0.07982 35 320: 100% 10/10 [00:22<00:00, 2.28s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.23s/it]\n", - " all 334 334 0.226 0.081 0.0479 0.022 0.226 0.081 0.0481 0.0303\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 10/99 11.3G 0.04333 0.02176 0.01416 0.07939 38 320: 100% 10/10 [00:22<00:00, 2.26s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:09<00:00, 4.55s/it]\n", - " all 334 334 0.127 0.245 0.081 0.0371 0.128 0.255 0.0817 0.0516\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 11/99 11.3G 0.04262 0.0215 0.01356 0.07911 44 320: 100% 10/10 [00:23<00:00, 2.34s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.42s/it]\n", - " all 334 334 0.175 0.142 0.07 0.0365 0.176 0.144 0.0703 0.045\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 12/99 11.3G 0.04013 0.02077 0.01308 0.07875 33 320: 100% 10/10 [00:23<00:00, 2.40s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.49s/it]\n", - " all 334 334 0.113 0.223 0.0824 0.0506 0.113 0.223 0.0827 0.0591\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 13/99 11.3G 0.03775 0.02041 0.01249 0.07843 31 320: 100% 10/10 [00:22<00:00, 2.22s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.32s/it]\n", - " all 334 334 0.129 0.244 0.0916 0.0422 0.129 0.241 0.0933 0.0632\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 14/99 11.3G 0.03478 0.01995 0.01221 0.07808 28 320: 100% 10/10 [00:22<00:00, 2.23s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.08s/it]\n", - " all 334 334 0.176 0.194 0.091 0.0462 0.215 0.188 0.089 0.0548\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 15/99 11.3G 0.03539 0.02019 0.01192 0.07771 30 320: 100% 10/10 [00:22<00:00, 2.29s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.40s/it]\n", - " all 334 334 0.143 0.263 0.118 0.0711 0.143 0.263 0.118 0.092\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 16/99 11.3G 0.03542 0.01936 0.01176 0.07749 33 320: 100% 10/10 [00:21<00:00, 2.18s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.25s/it]\n", - " all 334 334 0.0873 0.239 0.0972 0.0543 0.0883 0.232 0.0962 0.0668\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 17/99 11.3G 0.03326 0.01965 0.0118 0.07718 27 320: 100% 10/10 [00:22<00:00, 2.27s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.48s/it]\n", - " all 334 334 0.299 0.0329 0.0398 0.0213 0.298 0.0211 0.0343 0.0192\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 18/99 11.3G 0.03369 0.01996 0.01141 0.07627 24 320: 100% 10/10 [00:24<00:00, 2.43s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:09<00:00, 4.51s/it]\n", - " all 334 334 0.187 0.276 0.136 0.0863 0.187 0.276 0.136 0.104\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 19/99 11.3G 0.03268 0.01984 0.01163 0.07569 41 320: 100% 10/10 [00:22<00:00, 2.22s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.19s/it]\n", - " all 334 334 0.145 0.308 0.14 0.0748 0.145 0.308 0.14 0.0937\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 20/99 11.3G 0.03179 0.01771 0.01094 0.07512 36 320: 100% 10/10 [00:22<00:00, 2.29s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.42s/it]\n", - " all 334 334 0.224 0.264 0.133 0.08 0.224 0.264 0.133 0.102\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 21/99 11.3G 0.03177 0.01813 0.0112 0.07451 39 320: 100% 10/10 [00:22<00:00, 2.26s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.15s/it]\n", - " all 334 334 0.223 0.3 0.149 0.11 0.223 0.3 0.149 0.12\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 22/99 11.3G 0.03125 0.01812 0.01086 0.0738 27 320: 100% 10/10 [00:22<00:00, 2.24s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.25s/it]\n", - " all 334 334 0.178 0.301 0.147 0.0909 0.178 0.301 0.147 0.117\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 23/99 11.3G 0.03009 0.0166 0.01047 0.07361 32 320: 100% 10/10 [00:22<00:00, 2.22s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:10<00:00, 5.09s/it]\n", - " all 334 334 0.278 0.305 0.166 0.12 0.278 0.305 0.167 0.129\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 24/99 11.3G 0.02987 0.01695 0.01048 0.07256 28 320: 100% 10/10 [00:23<00:00, 2.38s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.16s/it]\n", - " all 334 334 0.337 0.257 0.142 0.0917 0.336 0.25 0.138 0.1\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 25/99 11.3G 0.02974 0.01714 0.01049 0.0725 38 320: 100% 10/10 [00:22<00:00, 2.26s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.18s/it]\n", - " all 334 334 0.229 0.278 0.143 0.099 0.228 0.275 0.141 0.104\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 26/99 11.3G 0.0284 0.01607 0.009826 0.07188 32 320: 100% 10/10 [00:22<00:00, 2.25s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.24s/it]\n", - " all 334 334 0.257 0.342 0.184 0.132 0.257 0.342 0.185 0.146\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 27/99 11.3G 0.02883 0.01671 0.01013 0.0713 30 320: 100% 10/10 [00:22<00:00, 2.25s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.30s/it]\n", - " all 334 334 0.298 0.378 0.227 0.164 0.298 0.378 0.227 0.182\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 28/99 11.3G 0.02772 0.01672 0.01015 0.07025 35 320: 100% 10/10 [00:22<00:00, 2.21s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.28s/it]\n", - " all 334 334 0.29 0.401 0.215 0.13 0.29 0.401 0.217 0.172\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 29/99 11.3G 0.02757 0.01646 0.009978 0.06944 36 320: 100% 10/10 [00:22<00:00, 2.24s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.15s/it]\n", - " all 334 334 0.345 0.374 0.217 0.153 0.345 0.374 0.217 0.166\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 30/99 11.3G 0.02844 0.0173 0.01006 0.06951 37 320: 100% 10/10 [00:25<00:00, 2.56s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.36s/it]\n", - " all 334 334 0.392 0.399 0.239 0.171 0.392 0.399 0.239 0.191\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 31/99 11.3G 0.02678 0.01646 0.009948 0.06892 40 320: 100% 10/10 [00:22<00:00, 2.22s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.05s/it]\n", - " all 334 334 0.235 0.44 0.254 0.168 0.235 0.44 0.255 0.189\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 32/99 11.3G 0.02768 0.01562 0.009489 0.06703 28 320: 100% 10/10 [00:22<00:00, 2.25s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.40s/it]\n", - " all 334 334 0.4 0.503 0.286 0.212 0.4 0.503 0.286 0.235\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 33/99 11.3G 0.02704 0.01566 0.009994 0.06661 43 320: 100% 10/10 [00:21<00:00, 2.16s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.21s/it]\n", - " all 334 334 0.292 0.435 0.261 0.182 0.292 0.435 0.261 0.21\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 34/99 11.3G 0.02568 0.01532 0.009495 0.06617 38 320: 100% 10/10 [00:23<00:00, 2.30s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.26s/it]\n", - " all 334 334 0.247 0.395 0.236 0.176 0.247 0.395 0.235 0.189\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 35/99 11.3G 0.02591 0.01545 0.009267 0.06514 27 320: 100% 10/10 [00:22<00:00, 2.23s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.30s/it]\n", - " all 334 334 0.297 0.484 0.263 0.192 0.297 0.484 0.263 0.214\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 36/99 11.3G 0.02683 0.01506 0.009731 0.06587 39 320: 100% 10/10 [00:25<00:00, 2.55s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.38s/it]\n", - " all 334 334 0.259 0.528 0.288 0.197 0.259 0.528 0.288 0.241\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 37/99 11.3G 0.02589 0.01515 0.009422 0.06506 34 320: 100% 10/10 [00:22<00:00, 2.23s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.16s/it]\n", - " all 334 334 0.282 0.505 0.295 0.222 0.282 0.505 0.295 0.233\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 38/99 11.3G 0.02524 0.01527 0.009762 0.065 38 320: 100% 10/10 [00:22<00:00, 2.22s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.19s/it]\n", - " all 334 334 0.263 0.477 0.296 0.205 0.263 0.477 0.296 0.243\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 39/99 11.3G 0.0252 0.01479 0.009077 0.06471 24 320: 100% 10/10 [00:22<00:00, 2.28s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.37s/it]\n", - " all 334 334 0.371 0.536 0.351 0.258 0.371 0.536 0.351 0.294\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 40/99 11.3G 0.02489 0.01535 0.009278 0.06379 40 320: 100% 10/10 [00:22<00:00, 2.22s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.27s/it]\n", - " all 334 334 0.254 0.565 0.335 0.266 0.254 0.565 0.335 0.286\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 41/99 11.3G 0.02498 0.01468 0.009518 0.06266 43 320: 100% 10/10 [00:22<00:00, 2.24s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.32s/it]\n", - " all 334 334 0.211 0.583 0.358 0.263 0.211 0.583 0.358 0.296\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 42/99 11.3G 0.02461 0.01401 0.008985 0.06255 35 320: 100% 10/10 [00:24<00:00, 2.44s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.27s/it]\n", - " all 334 334 0.423 0.465 0.388 0.289 0.423 0.465 0.388 0.312\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 43/99 11.3G 0.02438 0.01428 0.009072 0.06228 37 320: 100% 10/10 [00:22<00:00, 2.22s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.30s/it]\n", - " all 334 334 0.33 0.515 0.39 0.276 0.305 0.518 0.39 0.329\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 44/99 11.3G 0.0245 0.01486 0.008898 0.06088 32 320: 100% 10/10 [00:22<00:00, 2.26s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.24s/it]\n", - " all 334 334 0.449 0.402 0.367 0.282 0.449 0.402 0.367 0.299\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 45/99 11.3G 0.02414 0.01506 0.009054 0.06003 37 320: 100% 10/10 [00:22<00:00, 2.20s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.29s/it]\n", - " all 334 334 0.395 0.527 0.391 0.301 0.396 0.53 0.392 0.327\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 46/99 11.3G 0.0243 0.01429 0.00894 0.05945 41 320: 100% 10/10 [00:21<00:00, 2.20s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.39s/it]\n", - " all 334 334 0.383 0.465 0.403 0.3 0.383 0.465 0.403 0.323\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 47/99 11.3G 0.02355 0.01488 0.008886 0.05957 27 320: 100% 10/10 [00:22<00:00, 2.26s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.30s/it]\n", - " all 334 334 0.347 0.573 0.44 0.321 0.347 0.573 0.44 0.373\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 48/99 11.3G 0.02357 0.01429 0.009163 0.05841 32 320: 100% 10/10 [00:23<00:00, 2.38s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:10<00:00, 5.02s/it]\n", - " all 334 334 0.411 0.576 0.471 0.354 0.411 0.576 0.471 0.382\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 49/99 11.3G 0.02354 0.01459 0.009126 0.05949 33 320: 100% 10/10 [00:22<00:00, 2.24s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.21s/it]\n", - " all 334 334 0.435 0.547 0.475 0.363 0.435 0.547 0.475 0.404\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 50/99 11.3G 0.02332 0.01412 0.008905 0.05729 30 320: 100% 10/10 [00:21<00:00, 2.13s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.17s/it]\n", - " all 334 334 0.466 0.587 0.491 0.385 0.466 0.587 0.491 0.411\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 51/99 11.3G 0.02319 0.01417 0.00876 0.05732 35 320: 100% 10/10 [00:20<00:00, 2.08s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.26s/it]\n", - " all 334 334 0.375 0.577 0.465 0.371 0.376 0.569 0.465 0.394\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 52/99 11.3G 0.02291 0.01344 0.008858 0.05633 34 320: 100% 10/10 [00:22<00:00, 2.29s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.49s/it]\n", - " all 334 334 0.419 0.576 0.505 0.383 0.42 0.579 0.507 0.414\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 53/99 11.3G 0.0232 0.0139 0.008571 0.05564 35 320: 100% 10/10 [00:23<00:00, 2.30s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.32s/it]\n", - " all 334 334 0.378 0.612 0.481 0.388 0.378 0.612 0.481 0.42\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 54/99 11.3G 0.02195 0.01403 0.008518 0.05517 34 320: 100% 10/10 [00:24<00:00, 2.43s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:10<00:00, 5.44s/it]\n", - " all 334 334 0.421 0.636 0.522 0.39 0.422 0.638 0.524 0.455\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 55/99 11.3G 0.02206 0.01345 0.008409 0.05478 37 320: 100% 10/10 [00:22<00:00, 2.30s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:09<00:00, 4.51s/it]\n", - " all 334 334 0.385 0.681 0.545 0.44 0.385 0.681 0.545 0.468\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 56/99 11.3G 0.02281 0.01424 0.008675 0.05467 33 320: 100% 10/10 [00:22<00:00, 2.29s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.21s/it]\n", - " all 334 334 0.341 0.74 0.547 0.444 0.341 0.74 0.547 0.47\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 57/99 11.3G 0.02207 0.01346 0.008682 0.0528 42 320: 100% 10/10 [00:22<00:00, 2.25s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.43s/it]\n", - " all 334 334 0.429 0.718 0.565 0.47 0.429 0.718 0.565 0.493\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 58/99 11.3G 0.02192 0.01401 0.008381 0.05266 31 320: 100% 10/10 [00:22<00:00, 2.25s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.45s/it]\n", - " all 334 334 0.42 0.69 0.56 0.417 0.42 0.69 0.562 0.461\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 59/99 11.3G 0.02169 0.01384 0.008507 0.05204 34 320: 100% 10/10 [00:22<00:00, 2.25s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.39s/it]\n", - " all 334 334 0.412 0.695 0.545 0.426 0.412 0.695 0.545 0.481\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 60/99 11.3G 0.022 0.01348 0.008629 0.05194 37 320: 100% 10/10 [00:25<00:00, 2.51s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.49s/it]\n", - " all 334 334 0.484 0.652 0.552 0.431 0.484 0.652 0.552 0.472\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 61/99 11.3G 0.02214 0.01398 0.008538 0.05023 32 320: 100% 10/10 [00:22<00:00, 2.28s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.36s/it]\n", - " all 334 334 0.443 0.749 0.605 0.492 0.443 0.749 0.605 0.538\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 62/99 11.3G 0.02123 0.01315 0.008312 0.05126 40 320: 100% 10/10 [00:22<00:00, 2.22s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.33s/it]\n", - " all 334 334 0.482 0.727 0.599 0.503 0.482 0.727 0.599 0.514\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 63/99 11.3G 0.0215 0.01321 0.008143 0.05122 35 320: 100% 10/10 [00:22<00:00, 2.26s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.43s/it]\n", - " all 334 334 0.502 0.707 0.602 0.487 0.502 0.707 0.602 0.512\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 64/99 11.3G 0.02041 0.01318 0.00799 0.0491 32 320: 100% 10/10 [00:22<00:00, 2.27s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.34s/it]\n", - " all 334 334 0.508 0.686 0.612 0.515 0.508 0.686 0.612 0.536\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 65/99 11.3G 0.02157 0.01307 0.007987 0.04857 29 320: 100% 10/10 [00:22<00:00, 2.24s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.36s/it]\n", - " all 334 334 0.497 0.685 0.634 0.521 0.497 0.685 0.634 0.565\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 66/99 11.3G 0.02145 0.01375 0.008327 0.04885 42 320: 100% 10/10 [00:23<00:00, 2.38s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:10<00:00, 5.08s/it]\n", - " all 334 334 0.537 0.679 0.66 0.524 0.537 0.679 0.66 0.562\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 67/99 11.3G 0.0208 0.01294 0.008213 0.04797 24 320: 100% 10/10 [00:22<00:00, 2.26s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.33s/it]\n", - " all 334 334 0.448 0.756 0.649 0.547 0.448 0.756 0.649 0.567\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 68/99 11.3G 0.02039 0.01267 0.007869 0.0475 26 320: 100% 10/10 [00:22<00:00, 2.23s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.32s/it]\n", - " all 334 334 0.435 0.768 0.667 0.556 0.435 0.768 0.667 0.579\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 69/99 11.3G 0.02032 0.01279 0.007958 0.04736 30 320: 100% 10/10 [00:22<00:00, 2.22s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.25s/it]\n", - " all 334 334 0.445 0.762 0.651 0.524 0.445 0.762 0.651 0.558\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 70/99 11.3G 0.02026 0.01298 0.007989 0.04568 35 320: 100% 10/10 [00:23<00:00, 2.32s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.28s/it]\n", - " all 334 334 0.451 0.764 0.671 0.564 0.451 0.764 0.671 0.59\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 71/99 11.3G 0.01996 0.01274 0.007943 0.04564 33 320: 100% 10/10 [00:22<00:00, 2.26s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:11<00:00, 5.60s/it]\n", - " all 334 334 0.461 0.776 0.665 0.54 0.461 0.776 0.665 0.581\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 72/99 11.3G 0.01956 0.01231 0.007911 0.04522 33 320: 100% 10/10 [00:25<00:00, 2.54s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.31s/it]\n", - " all 334 334 0.49 0.694 0.651 0.55 0.49 0.694 0.651 0.577\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 73/99 11.3G 0.0197 0.01274 0.007867 0.04446 32 320: 100% 10/10 [00:22<00:00, 2.27s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:09<00:00, 4.66s/it]\n", - " all 334 334 0.492 0.737 0.668 0.564 0.492 0.737 0.668 0.59\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 74/99 11.3G 0.01963 0.01257 0.007832 0.04463 41 320: 100% 10/10 [00:22<00:00, 2.21s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.40s/it]\n", - " all 334 334 0.479 0.768 0.691 0.563 0.479 0.768 0.691 0.613\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 75/99 11.3G 0.01971 0.01253 0.007853 0.04307 34 320: 100% 10/10 [00:22<00:00, 2.20s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.08s/it]\n", - " all 334 334 0.519 0.816 0.702 0.606 0.519 0.816 0.702 0.631\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 76/99 11.3G 0.01956 0.01256 0.007883 0.04287 35 320: 100% 10/10 [00:22<00:00, 2.22s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.25s/it]\n", - " all 334 334 0.506 0.78 0.696 0.59 0.506 0.78 0.696 0.609\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 77/99 11.3G 0.01942 0.01319 0.007894 0.04275 41 320: 100% 10/10 [00:22<00:00, 2.24s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.48s/it]\n", - " all 334 334 0.504 0.789 0.712 0.619 0.504 0.789 0.712 0.642\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 78/99 11.3G 0.0189 0.01233 0.007929 0.04394 27 320: 100% 10/10 [00:22<00:00, 2.21s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:11<00:00, 5.81s/it]\n", - " all 334 334 0.536 0.783 0.715 0.614 0.536 0.783 0.715 0.632\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 79/99 11.3G 0.01918 0.01279 0.007469 0.0428 28 320: 100% 10/10 [00:22<00:00, 2.25s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.33s/it]\n", - " all 334 334 0.548 0.749 0.715 0.616 0.548 0.749 0.715 0.643\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 80/99 11.3G 0.01878 0.01243 0.007647 0.04312 36 320: 100% 10/10 [00:21<00:00, 2.19s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.30s/it]\n", - " all 334 334 0.54 0.802 0.736 0.619 0.54 0.802 0.736 0.65\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 81/99 11.3G 0.01864 0.01208 0.008099 0.04111 35 320: 100% 10/10 [00:21<00:00, 2.18s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.38s/it]\n", - " all 334 334 0.551 0.793 0.743 0.625 0.551 0.793 0.743 0.678\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 82/99 11.3G 0.01858 0.01221 0.007597 0.04035 33 320: 100% 10/10 [00:21<00:00, 2.15s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.33s/it]\n", - " all 334 334 0.603 0.78 0.761 0.658 0.603 0.78 0.761 0.685\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 83/99 11.3G 0.01935 0.01315 0.007608 0.04194 26 320: 100% 10/10 [00:21<00:00, 2.18s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.37s/it]\n", - " all 334 334 0.573 0.828 0.759 0.639 0.573 0.828 0.759 0.672\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 84/99 11.3G 0.01846 0.01225 0.00772 0.03989 39 320: 100% 10/10 [00:22<00:00, 2.25s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.33s/it]\n", - " all 334 334 0.585 0.721 0.754 0.655 0.585 0.721 0.754 0.687\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 85/99 11.3G 0.01747 0.01188 0.007397 0.04035 34 320: 100% 10/10 [00:22<00:00, 2.20s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.39s/it]\n", - " all 334 334 0.566 0.798 0.768 0.672 0.566 0.798 0.768 0.693\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 86/99 11.3G 0.01809 0.01229 0.007469 0.03814 33 320: 100% 10/10 [00:21<00:00, 2.20s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.30s/it]\n", - " all 334 334 0.579 0.79 0.765 0.671 0.579 0.79 0.765 0.694\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 87/99 11.3G 0.01743 0.01166 0.006989 0.03774 29 320: 100% 10/10 [00:25<00:00, 2.53s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.38s/it]\n", - " all 334 334 0.563 0.794 0.759 0.678 0.563 0.794 0.759 0.69\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 88/99 11.3G 0.01769 0.01215 0.00752 0.03881 35 320: 100% 10/10 [00:21<00:00, 2.20s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.27s/it]\n", - " all 334 334 0.581 0.805 0.765 0.677 0.581 0.805 0.765 0.688\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 89/99 11.3G 0.01715 0.01172 0.007081 0.03793 25 320: 100% 10/10 [00:22<00:00, 2.25s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.30s/it]\n", - " all 334 334 0.557 0.795 0.743 0.646 0.557 0.795 0.743 0.673\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 90/99 11.3G 0.01725 0.01195 0.007198 0.0379 29 320: 100% 10/10 [00:22<00:00, 2.23s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.39s/it]\n", - " all 334 334 0.598 0.807 0.771 0.682 0.598 0.807 0.771 0.698\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 91/99 11.3G 0.01739 0.01249 0.007391 0.03737 37 320: 100% 10/10 [00:22<00:00, 2.22s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.42s/it]\n", - " all 334 334 0.607 0.772 0.78 0.686 0.607 0.772 0.78 0.71\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 92/99 11.3G 0.01698 0.01262 0.007524 0.03605 47 320: 100% 10/10 [00:22<00:00, 2.22s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.50s/it]\n", - " all 334 334 0.562 0.808 0.781 0.694 0.562 0.808 0.781 0.711\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 93/99 11.3G 0.01658 0.01205 0.007108 0.03727 29 320: 100% 10/10 [00:21<00:00, 2.20s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.41s/it]\n", - " all 334 334 0.542 0.795 0.771 0.684 0.542 0.795 0.771 0.703\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 94/99 11.3G 0.01611 0.01197 0.007083 0.03755 31 320: 100% 10/10 [00:22<00:00, 2.23s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.34s/it]\n", - " all 334 334 0.589 0.845 0.785 0.701 0.589 0.845 0.785 0.721\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 95/99 11.3G 0.01649 0.01212 0.007116 0.03614 35 320: 100% 10/10 [00:22<00:00, 2.22s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:11<00:00, 5.87s/it]\n", - " all 334 334 0.603 0.825 0.781 0.695 0.603 0.825 0.781 0.711\n", - "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 96/99 11.3G 0.01638 0.01176 0.007402 0.03657 39 320: 100% 10/10 [00:22<00:00, 2.23s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.33s/it]\n", - " all 334 334 0.623 0.808 0.781 0.701 0.623 0.808 0.781 0.712\n", + "source": [ + "> 🟢 **Tip:** The examples below work even if you use our non-custom dataset. However, you won't be able to deploy the model to Roboflow. To do that, create a custom dataset as described above or fork (copy) one into your [workspace](https://app.roboflow.com/) from [Universe](https://universe.roboflow.com/)." + ], + "metadata": { + "id": "eZfebblY_2G0" + } + }, + { + "cell_type": "code", + "source": [ + "%cd /content/yolov5\n", + "!pip install -q roboflow==1.1.48 -q\n", + "\n", + "import roboflow\n", + "roboflow.login()\n", + "\n", + "rf = roboflow.Roboflow()\n", + "project = rf.workspace(\"model-examples\").project(\"asl-poly-instance-seg-yj9cg\")\n", + "dataset = project.version(2).download(\"yolov5\")" + ], + "metadata": { + "id": "7dyavdPrr8j4", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "89aea83f-4215-42a5-dc68-4599b6c56755" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "/content/yolov5\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m80.3/80.3 kB\u001b[0m \u001b[31m3.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m66.8/66.8 kB\u001b[0m \u001b[31m6.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m54.5/54.5 kB\u001b[0m \u001b[31m4.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "visit https://app.roboflow.com/auth-cli to get your authentication token.\n", + "Paste the authentication token here: ··········\n", + "loading Roboflow workspace...\n", + "loading Roboflow project...\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "Downloading Dataset Version Zip in ASL-Poly-Instance-Seg-1 to yolov5pytorch:: 100%|██████████| 48704/48704 [00:00<00:00, 68621.70it/s]" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 97/99 11.3G 0.01603 0.01206 0.007117 0.03541 28 320: 100% 10/10 [00:22<00:00, 2.26s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.49s/it]\n", - " all 334 334 0.603 0.839 0.789 0.713 0.603 0.839 0.789 0.718\n", + "Extracting Dataset Version Zip to ASL-Poly-Instance-Seg-1 in yolov5pytorch:: 100%|██████████| 3350/3350 [00:00<00:00, 7305.67it/s]\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zZwzVuLTtpoI" + }, + "source": [ + "### Train On Custom Data 🎉\n", + "Here, we use the `dataset.location` attribute to pass our dataset to the `--data` parameter.\n", + "\n", + "Note: we're training for 30 epochs here. We're also starting training from the pretrained weights. Larger datasets will likely benefit from longer training. This can often be around 1000-3000.\n", + "\n", + "Here, we are able to pass a number of arguments:\n", + "- **img:** define input image size\n", + "- **batch:** determine batch size\n", + "- **epochs:** define the number of training epochs. (Note: often, 3000+ are common here!)\n", + "- **data:** set the path to our yaml file\n", + "- **name:** result names\n", + "- **cache:** cache images for faster training" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "LSBVTWnAMU0k", + "outputId": "d20341a5-adf1-4852-8741-4fa2d92908c9" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "/content/yolov5\n", + "2024-10-24 19:31:52.626901: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:485] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n", + "2024-10-24 19:31:52.648019: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:8454] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n", + "2024-10-24 19:31:52.654484: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1452] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n", + "\u001b[34m\u001b[1msegment/train: \u001b[0mweights=yolov5s-seg.pt, cfg=, data=/content/yolov5/ASL-Poly-Instance-Seg-1/data.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=30, batch_size=128, imgsz=320, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=ram, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train-seg, name=custom-dataset, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, mask_ratio=4, no_overlap=False\n", + "\u001b[34m\u001b[1mgithub: \u001b[0mup to date with https://github.com/ultralytics/yolov5 ✅\n", + "YOLOv5 🚀 v7.0-378-g2f74455a Python-3.10.12 torch-2.5.0+cu121 CUDA:0 (NVIDIA A100-SXM4-40GB, 40514MiB)\n", "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 98/99 11.3G 0.01567 0.01217 0.007194 0.03552 37 320: 100% 10/10 [00:21<00:00, 2.19s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.38s/it]\n", - " all 334 334 0.602 0.842 0.792 0.71 0.602 0.842 0.792 0.719\n", + "\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0\n", + "\u001b[34m\u001b[1mTensorBoard: \u001b[0mStart with 'tensorboard --logdir runs/train-seg', view at http://localhost:6006/\n", + "Downloading https://github.com/ultralytics/assets/releases/download/v0.0.0/Arial.ttf to /root/.config/Ultralytics/Arial.ttf...\n", + "100% 755k/755k [00:00<00:00, 14.0MB/s]\n", + "Overriding model.yaml nc=80 with nc=26\n", "\n", - " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", - " 99/99 11.3G 0.01482 0.01183 0.006974 0.03553 38 320: 100% 10/10 [00:22<00:00, 2.25s/it]\n", - " Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 2/2 [00:08<00:00, 4.24s/it]\n", - " all 334 334 0.595 0.841 0.79 0.719 0.595 0.841 0.79 0.722\n", + " from n params module arguments \n", + " 0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2] \n", + " 1 -1 1 18560 models.common.Conv [32, 64, 3, 2] \n", + " 2 -1 1 18816 models.common.C3 [64, 64, 1] \n", + " 3 -1 1 73984 models.common.Conv [64, 128, 3, 2] \n", + " 4 -1 2 115712 models.common.C3 [128, 128, 2] \n", + " 5 -1 1 295424 models.common.Conv [128, 256, 3, 2] \n", + " 6 -1 3 625152 models.common.C3 [256, 256, 3] \n", + " 7 -1 1 1180672 models.common.Conv [256, 512, 3, 2] \n", + " 8 -1 1 1182720 models.common.C3 [512, 512, 1] \n", + " 9 -1 1 656896 models.common.SPPF [512, 512, 5] \n", + " 10 -1 1 131584 models.common.Conv [512, 256, 1, 1] \n", + " 11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] \n", + " 12 [-1, 6] 1 0 models.common.Concat [1] \n", + " 13 -1 1 361984 models.common.C3 [512, 256, 1, False] \n", + " 14 -1 1 33024 models.common.Conv [256, 128, 1, 1] \n", + " 15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] \n", + " 16 [-1, 4] 1 0 models.common.Concat [1] \n", + " 17 -1 1 90880 models.common.C3 [256, 128, 1, False] \n", + " 18 -1 1 147712 models.common.Conv [128, 128, 3, 2] \n", + " 19 [-1, 14] 1 0 models.common.Concat [1] \n", + " 20 -1 1 296448 models.common.C3 [256, 256, 1, False] \n", + " 21 -1 1 590336 models.common.Conv [256, 256, 3, 2] \n", + " 22 [-1, 10] 1 0 models.common.Concat [1] \n", + " 23 -1 1 1182720 models.common.C3 [512, 512, 1, False] \n", + " 24 [17, 20, 23] 1 469495 models.yolo.Segment [26, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], 32, 128, [128, 256, 512]]\n", + "Model summary: 225 layers, 7475639 parameters, 7475639 gradients, 26.1 GFLOPs\n", "\n", - "100 epochs completed in 0.907 hours.\n", + "Transferred 361/367 items from yolov5s-seg.pt\n", + "/content/yolov5/models/common.py:892: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n", + " with amp.autocast(autocast):\n", + "/content/yolov5/models/common.py:892: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.\n", + " with amp.autocast(autocast):\n", + "\u001b[34m\u001b[1mAMP: \u001b[0mchecks passed ✅\n", + "\u001b[34m\u001b[1moptimizer:\u001b[0m SGD(lr=0.01) with parameter groups 60 weight(decay=0.0), 63 weight(decay=0.001), 63 bias\n", + "\u001b[34m\u001b[1malbumentations: \u001b[0mBlur(p=0.01, blur_limit=(3, 7)), MedianBlur(p=0.01, blur_limit=(3, 7)), ToGray(p=0.01, num_output_channels=3, method='weighted_average'), CLAHE(p=0.01, clip_limit=(1, 4.0), tile_grid_size=(8, 8))\n", + "\u001b[34m\u001b[1mtrain: \u001b[0mScanning /content/yolov5/ASL-Poly-Instance-Seg-1/train/labels... 1167 images, 0 backgrounds, 0 corrupt: 100% 1167/1167 [00:00<00:00, 7985.58it/s]\n", + "\u001b[34m\u001b[1mtrain: \u001b[0mNew cache created: /content/yolov5/ASL-Poly-Instance-Seg-1/train/labels.cache\n", + "\u001b[34m\u001b[1mtrain: \u001b[0mCaching images (0.3GB ram): 100% 1167/1167 [00:00<00:00, 2960.12it/s]\n", + "\u001b[34m\u001b[1mval: \u001b[0mScanning /content/yolov5/ASL-Poly-Instance-Seg-1/valid/labels... 334 images, 0 backgrounds, 0 corrupt: 100% 334/334 [00:00<00:00, 3035.14it/s]\n", + "\u001b[34m\u001b[1mval: \u001b[0mNew cache created: /content/yolov5/ASL-Poly-Instance-Seg-1/valid/labels.cache\n", + "\u001b[34m\u001b[1mval: \u001b[0mCaching images (0.1GB ram): 100% 334/334 [00:00<00:00, 616.85it/s]\n", + "\n", + "\u001b[34m\u001b[1mAutoAnchor: \u001b[0m4.69 anchors/target, 1.000 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅\n", + "Plotting labels to runs/train-seg/custom-dataset/labels.jpg... \n", + "/content/yolov5/segment/train.py:323: FutureWarning: `torch.cuda.amp.GradScaler(args...)` is deprecated. Please use `torch.amp.GradScaler('cuda', args...)` instead.\n", + " scaler = torch.cuda.amp.GradScaler(enabled=amp)\n", + "Image sizes 320 train, 320 val\n", + "Using 8 dataloader workers\n", + "Logging results to \u001b[1mruns/train-seg/custom-dataset\u001b[0m\n", + "Starting training for 30 epochs...\n", + "\n", + " Epoch GPU_mem box_loss seg_loss obj_loss cls_loss Instances Size\n", + " 0% 0/10 [00:00" ] @@ -1433,13 +1391,8 @@ "width": 1200 } }, - "execution_count": 11 + "execution_count": 23 } - ], - "source": [ - "%cd {HOME}/yolov5 \n", - "!python segment/train.py --img 320 --batch 128 --epochs 100 --data {dataset.location}/data.yaml --weights yolov5s-seg.pt --name custom-dataset\n", - "display.Image(filename=f'{HOME}/yolov5/runs/train-seg/custom-dataset/results.png', width=1200)" ] }, { @@ -1464,13 +1417,13 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 24, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Y6DFBei-tpoJ", - "outputId": "d159e069-face-4bdb-a058-7d8d6b0ba2a3" + "outputId": "fb08d9a5-c1e3-407a-9621-74f0f4f69edf" }, "outputs": [ { @@ -1478,48 +1431,52 @@ "name": "stdout", "text": [ "/content/yolov5\n", - "\u001b[34m\u001b[1msegment/val: \u001b[0mdata=/content/yolov5/ASL-Poly-Instance-Seg-24/data.yaml, weights=['/content/yolov5/runs/train-seg/custom-dataset/weights/best.pt'], batch_size=32, imgsz=320, conf_thres=0.001, iou_thres=0.6, max_det=300, task=val, device=, workers=8, single_cls=False, augment=False, verbose=False, save_txt=False, save_hybrid=False, save_conf=False, save_json=False, project=runs/val-seg, name=custom-dataset, exist_ok=False, half=False, dnn=False\n", - "YOLOv5 🚀 v7.0-13-gb412696 Python-3.8.15 torch-1.12.1+cu113 CUDA:0 (Tesla T4, 15110MiB)\n", + "\u001b[34m\u001b[1msegment/val: \u001b[0mdata=/content/yolov5/ASL-Poly-Instance-Seg-1/data.yaml, weights=['/content/yolov5/runs/train-seg/custom-dataset/weights/best.pt'], batch_size=32, imgsz=320, conf_thres=0.001, iou_thres=0.6, max_det=300, task=val, device=, workers=8, single_cls=False, augment=False, verbose=False, save_txt=False, save_hybrid=False, save_conf=False, save_json=False, project=runs/val-seg, name=custom-dataset, exist_ok=False, half=False, dnn=False\n", + "YOLOv5 🚀 v7.0-378-g2f74455a Python-3.10.12 torch-2.5.0+cu121 CUDA:0 (NVIDIA A100-SXM4-40GB, 40514MiB)\n", "\n", "Fusing layers... \n", "Model summary: 165 layers, 7465847 parameters, 0 gradients, 25.9 GFLOPs\n", - "\u001b[34m\u001b[1mval: \u001b[0mScanning /content/yolov5/ASL-Poly-Instance-Seg-24/valid/labels.cache... 334 images, 0 backgrounds, 0 corrupt: 100% 334/334 [00:00" ] @@ -1571,7 +1528,7 @@ "width": 600 } }, - "execution_count": 13 + "execution_count": 30 } ], "source": [ @@ -1581,12 +1538,16 @@ " split_path = os.path.join(dataset.location, \"test\", \"images\")\n", "else:\n", " split_path = os.path.join(dataset.location, \"valid\", \"images\")\n", - "example_image_name = os.listdir(split_path)[0]\n", + "example_image_name = os.listdir(split_path)[3]\n", "example_image_path = os.path.join(split_path, example_image_name)\n", "\n", "%cd {HOME}/yolov5\n", - "!python segment/predict.py --img 320 --weights {HOME}/yolov5/runs/train-seg/custom-dataset/weights/best.pt --source {example_image_path} --name custom-dataset\n", - "display.Image(filename=f\"{HOME}/yolov5/runs/predict-seg/custom-dataset/{example_image_name}\", width=600)" + "!python segment/predict.py \\\n", + " --img 320 \\\n", + " --weights {HOME}/yolov5/runs/train-seg/custom-dataset/weights/best.pt \\\n", + " --source {example_image_path} \\\n", + " --name custom-dataset\n", + "Image(filename=f\"{HOME}/yolov5/runs/predict-seg/custom-dataset5/{example_image_name}\", width=600)" ] }, { @@ -1598,6 +1559,785 @@ "The image above shows the resulting prediction overlayed on the input image." ] }, + { + "cell_type": "markdown", + "source": [ + "## Deploy Model on Roboflow\n", + "\n", + "Once you have finished training your YOLOv5 model, you’ll have a set of trained weights ready for use. These weights will be in the `/content/yolov5/runs/train/custom-dataset/` folder of your project. You can upload your model weights to Roboflow Deploy to use your trained weights on our infinitely scalable infrastructure.\n", + "\n", + "The `.deploy()` function in the [Roboflow pip package](https://docs.roboflow.com/python) now supports uploading YOLOv5 weights.\n", + "\n", + "**Up until this point, you could have used our dataset. If you wish to deploy the model, the dataset needs to be in in your workspace. Go back to the `Preparing a custom dataset` section to learn more.**\n", + "\n", + "To upload model weights, add the following code to the “Inference with Custom Model” section in the aforementioned notebook:" + ], + "metadata": { + "id": "p80PdRITEGN-" + } + }, + { + "cell_type": "code", + "source": [ + "project.version(dataset.version).deploy(model_type=\"yolov5-seg\", model_path=f\"/content/yolov5/runs/train-seg/custom-dataset/\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "5xO7-6z2Dctz", + "outputId": "325a6944-fdae-4505-c704-62c1702a189e" + }, + "execution_count": 41, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "View the status of your deployment at: https://app.roboflow.com/model-examples/asl-poly-instance-seg-yj9cg/2\n", + "Share your model with the world at: https://universe.roboflow.com/model-examples/asl-poly-instance-seg-yj9cg/model/2\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Run inference on your model on a persistant, auto-scaling, cloud API\n", + "\n", + "# Load model\n", + "model = project.version(dataset.version).model\n", + "assert model, \"Model deployment is still loading\"\n", + "\n", + "# Choose a random test image\n", + "import os, random\n", + "test_set_loc = dataset.location + \"/test/images/\"\n", + "random_test_image = random.choice(os.listdir(test_set_loc))\n", + "print(\"running inference on \" + random_test_image)\n", + "\n", + "pred = model.predict(test_set_loc + random_test_image).json()\n", + "pred" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Z6APINrSHNN7", + "outputId": "b5fd70a4-9b5d-4567-f031-21077c8d10d7" + }, + "execution_count": 51, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "running inference on U21_jpg.rf.e0eab5b5663890305cd1f5c1014cf102.jpg\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'predictions': 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"os.makedirs(example_image_dir, exist_ok=True)\n", "image_urls = [\n", - " \"https://i.imgur.com/rFsDnHC.jpg\", \n", - " \"https://i.imgur.com/aEcceXm.jpg\", \n", + " \"https://i.imgur.com/rFsDnHC.jpg\",\n", + " \"https://i.imgur.com/aEcceXm.jpg\",\n", " \"https://i.imgur.com/s4N63fx.jpg\",\n", " ]\n", "\n", @@ -1701,9 +2441,9 @@ "\n", "#If my model has a confidence of less than 80% for a prediction, let's help it\n", "#out by uploading this image back to our dataset. Then we can add a ground truth\n", - "#label to it so that it will be included in our next training run and future \n", + "#label to it so that it will be included in our next training run and future\n", "#prediction results will improve.\n", - "MIN_CONF_THRESHOLD = 0.8 \n", + "MIN_CONF_THRESHOLD = 0.8\n", "\n", "for i,txt_file in enumerate(os.listdir(\"runs/predict-seg/exp3/labels\")):\n", " with open(os.path.join(\"runs/predict-seg/exp3/labels\",txt_file), 'r') as fid:\n", @@ -1721,7 +2461,9 @@ "metadata": { "accelerator": "GPU", "colab": { - "provenance": [] + "provenance": [], + "machine_shape": "hm", + "gpuType": "A100" }, "kernelspec": { "display_name": "default:Python", @@ -1739,2064 +2481,7 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" - }, - "widgets": { - "application/vnd.jupyter.widget-state+json": { - "10d07f5dabf14a9991e3e49170fbde0a": { - "model_module": "@jupyter-widgets/controls", - "model_name": "HBoxModel", - "model_module_version": "1.5.0", - 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